{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import MyTT as mt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from pykalman import KalmanFilter\n",
    "import tensorflow as tf\n",
    "import shap\n",
    "import eli5"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 900 entries, 0 to 899\n",
      "Data columns (total 33 columns):\n",
      " #   Column                  Non-Null Count  Dtype  \n",
      "---  ------                  --------------  -----  \n",
      " 0   Unnamed: 0              900 non-null    int64  \n",
      " 1   date                    900 non-null    object \n",
      " 2   open                    900 non-null    float64\n",
      " 3   high                    900 non-null    float64\n",
      " 4   low                     900 non-null    float64\n",
      " 5   close                   900 non-null    float64\n",
      " 6   volume                  900 non-null    float64\n",
      " 7   adtm                    900 non-null    float64\n",
      " 8   RSI12                   900 non-null    float64\n",
      " 9   RSI20                   900 non-null    float64\n",
      " 10  RSI20_MA5               900 non-null    float64\n",
      " 11  ATR20                   900 non-null    float64\n",
      " 12  ATR10                   900 non-null    float64\n",
      " 13  CCI30                   900 non-null    float64\n",
      " 14  CCI14                   900 non-null    float64\n",
      " 15  MACD                    900 non-null    float64\n",
      " 16  MTM30                   900 non-null    float64\n",
      " 17  MTM10                   900 non-null    float64\n",
      " 18  ROC30                   900 non-null    float64\n",
      " 19  ROC10                   900 non-null    float64\n",
      " 20  STD26                   900 non-null    float64\n",
      " 21  STD5                    900 non-null    float64\n",
      " 22  kalman_close            900 non-null    float64\n",
      " 23  noise_ratio             900 non-null    float64\n",
      " 24  noise_ratio8            900 non-null    float64\n",
      " 25  ret_kalman_close8       900 non-null    float64\n",
      " 26  dkalman30               900 non-null    float64\n",
      " 27  ddkalman                900 non-null    float64\n",
      " 28  volume_ma5              900 non-null    float64\n",
      " 29  volume_ma10             900 non-null    float64\n",
      " 30  volume_ma30             900 non-null    float64\n",
      " 31  ret_kalman_close8_pred  900 non-null    float64\n",
      " 32  noise_ratio8_pred       900 non-null    float64\n",
      "dtypes: float64(31), int64(1), object(1)\n",
      "memory usage: 232.2+ KB\n"
     ]
    }
   ],
   "source": [
    "data = pd.read_csv('data/newest_kalman_pred.csv')\n",
    "add_df=pd.read_csv('data/newest_noise_pred.csv')\n",
    "data['noise_ratio8_pred']=add_df['noise_ratio8_pred']\n",
    "data.info()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 3000x1000 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data['close8_pred']=data['kalman_close']*(1+data['ret_kalman_close8_pred'])*(1+data['noise_ratio8_pred'])\n",
    "plt.figure(figsize=(30,10))\n",
    "plt.plot(data['close8_pred'].shift(8),color='blue')\n",
    "plt.plot(data['close'],color='red')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
